AI · alternatives · 2026
24 alternatives to Citronetic
Mcp testing, analytics & building for llms
Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Prices are shown for the 1 we have checked on their own sites, 1 of them free or with a free tier.
- 1
LLM SEO Monitor▲526Monitor what ChatGPT, Google Gemini and Claude recommend
2025 · llmseomonitor.com · its alternatives →
- 2
Humans vs LLMs▲138Hi HN, We just launched [AI Page Ready](https://aipageready.com) — a tool to check if your web pages are discoverable and understandable by AI tools like ChatGPT, Claude, Gemini, and Perplexity. It runs 40+ checks across six areas: Discoverability & Crawlability, Structured Data & Semantics, Content Quality, Answer-Ready Formatting, Accessibility & Rendering, and Deep AI LLM-specific checks. Would love your feedback — especially if you work in eCommerce, SEO, content, SaaS, or are trying to get traffic from AI tools. (Also open to ideas on what else to add to the tool!)
2025 · aipageready.com · its alternatives →
- 3
BackEngine MCP▲137Make private company knowledge usable for AI
Aug 2026 · backengine.com · its alternatives →
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Browser-based MCP server testing with AI chat integration
Oct 2025 · starbase.sh · its alternatives →
- 6
Global APIs as MCP powered by AI Gateway
2025 · mcp.higress.ai · its alternatives →
- 7
MCP-Builder.aifree tier, from $29/mo▲174The fastest way to connect your data with your AI Tools.
Aug 2026 · mcp-builder.ai · its alternatives →
- 8
MCPJam Inspector▲141Hi HN, I'm Matt, founder of MCPJam. We're building open source dev tools for MCP server builders. There’s been a lot of debate around skills vs MCP. From what I see, there’s a growing trend of people using skills paired with MCP servers. Skills teach the agent how to use the MCP server tools and guide the agent to completing complex workflows. We’re also seeing Anthropic encourage the use of Skills + MCP in their products. Anthropic recently launched the connectors marketplace. A good example of this is the Figma connector + skills. The Figma skill teaches the agent how to use the Figma MCP…
Jan 2026 · mcpjam.com · its alternatives →
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API to MCP▲195Turn any API into an MCP server for AI agents
Jun 2026 · apitomcp.ai · its alternatives →
- 10
Connect any API to any AI agent
May 2026 · mcp-bridge.ai · its alternatives →
- 11
I built MCP servers for my oscilloscope and SPICE simulator so Claude Code can close the loop between simulation and real hardware.
Apr 2026 · lucasgerads.com · its alternatives →
- 12
Search your highlights and notes inside Claude and ChatGPT
Aug 2026 · glasp.co · its alternatives →
- 13ST
Hi! After learning about MCP, I'm really excited about the future of provider-agnostic, re-usable tooling. Unfortunately I've found that while it's easy to implement an MCP server for use with tools that support it (such as Claude Desktop), it's not as easy to implement your own support (such as integrating an MCP server into your own LLM application). We implemented a thin MCP wrapper that easily integrates with Mirascope calls so that you can hook up an MCP server and client super easily to any supported LLM provider. Excited to see what people build with this!
2025 · mirascope.com · its alternatives →
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MCP server that gives AI the ability to use an iPhone
Jan 2026 · github.com · its alternatives →
- 16
This is an open‑source Model Context Protocol (MCP) server that gives any LLM a sense of the passage of time. Most MCP demos wire LLMs to external data stores. That’s useful, but MCP is also a chance to give models perception — extra senses beyond the prompt text. Six functions (`current_datetime`, `time_difference`, `timestamp_context`, etc.) give Claude/GPT real temporal awareness: It can spot pauses, reason about rhythms, and even label a chat’s “three‑act structure”. Runs locally in <60 s (Python) or via a hosted demo. If time works, what else could we surface? - Location /…
2025 · github.com · its alternatives →
- 17
Explore your genome with your favorite AI chat
Jan 2026 · oakbioinformatics.com · its alternatives →
- 18
Hi HN! We’re Theodore and Louis, founders of Armature (YC P26). We reconstruct the entire session behind the MCP tool calls you receive, including what the user asked their agent to do and what the agent thought. You wrap your MCP in 3 lines of code (our SDK is available in Typescript, Python and Go) and start seeing in your dashboard: - All sessions reconstructed: it’s like reading the real conversation the user had inside Claude or ChatGPT! - A ranking of your MCP most popular use cases, built from sessions clustering - The most frequent issues your users’ agents encounter so you can fix…
Aug 2026 · armature.tech · its alternatives →
- 19
Kalent▲44The first MCP that turns your LLM into a recruiter.
Mar 2026 · go.kalent.ai · its alternatives →
- 20
Gumpbox▲13Hi HN community, I'm the maker behind Gumpbox, a native macOS app that connects AI agents to your Linux servers. Stop typing commands. Just tell Claude or ChatGPT what to do. Deploy apps, restart services, check server health - all through conversation. AI agents execute everything through Gumpbox's built-in MCP (Model Context Protocol) server running locally on your Mac. AI-Powered Server Management - Built-in MCP server connects Claude, ChatGPT, or any AI agent to your infrastructure - Chat to deploy: "Deploy the latest build to production" - Chat to debug: "Why is nginx using so much…
2025 · gumpbox.com · its alternatives →
- 21
Plug ChatGPT or Claude into your real data and servers
2025 · gentility.ai · its alternatives →
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Shared persistent memory across all your LLMs.
2025 · teamlayer.xyz · its alternatives →
- 24AL
Hi HN friends, we're Nima (nimabanai) and Craig (cbschind) from Assemble Labs (https://assemblelabs.co) building the hardware context layer for AI to help you write better firmware faster. We’ve built an MCP server that plugs into any AI tool you’re using (Cursor, Claude Code, Gemini, etc.) and brings complete hardware context (schematics, datasheets, etc.) to your existing environment (new app fatigue is real...) with accuracy and in real time. Our goal is to make writing and debugging firmware on custom hardware faster and easier. Try out the free beta release:…
2025 · its alternatives →
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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →